The future of paramedic education: Problematizing the <i>translucent</i> curriculum in paramedicine
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
This article questions the extent to which paramedic education is adequate for a changing prehospital and ambulance world and to more advanced forms of professionalism. Paramedic training and education has increasingly moved out of in-service provision. In most Anglophone societies that feature similar models of prehospital medicine, the route to the qualification of new paramedics is through university degree programmes or college certification. This is an important route for professionalizing the paramedic occupation and has served to broaden the scope of practice and to boost the status of the paramedic. There remains much to do, however, in terms of modernizing and strengthening the provision of paramedic education. Drawing on the classic sociological notion of the hidden curriculum, this article argues that reform of paramedic education is an essential element in better preparing the paramedic profession for the future. Paramedic education needs to pivot away from its overwhelming emphasis on biomedical positivism and what we call the tyranny of the bio-psycho-medico in order to develop a more sociologically-informed curriculum that better prepares students for the realities of what they meet on the streets – a reality that better aligns with community paramedicine – in a changing society, and to provide scope for a more Socratic introspection of the nature, culture, structure, and ethics of the paramedic role itself.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it